Real estate search and PropTech platforms use catalog.xmap.ai to power nearby-amenity features, walkability scoring, and neighborhood-comparison tools directly from real business-location data.
Show cafes, gyms, and grocery stores near a listing without manual curation.
Compute a walk-score-style metric from real nearby business density.
Let buyers compare commercial character across candidate neighborhoods.
Feed co-tenancy and traffic signals into a CRE valuation or underwriting model.
catalog.xmap.ai is a self-serve database of 140M+ real business locations across 40+ countries. Every record is an actual, physically-located business (not an estimate) with up to 36 structured fields: name, full address, latitude/longitude, category (three levels deep), brand and chain affiliation, hours of operation, phone and website, star rating and review count, open/closed status, and more.
You filter the catalog by category, brand, or geography in a live web interface, watch the matching record count update as you narrow the search, and export the results as a clean CSV file, ready to open in a spreadsheet, load into GIS software, or join against your own data.
The dataset refreshes every 30 days, so an export reflects recent openings, closures, and changes rather than a static snapshot from years ago.
GET /v1/search?category=cafe,gym,grocery &near=37.774,-122.419&radius_m=800 &fields=name,category,rating,lat,lon # -> power a "nearby amenities" widget on any listing
| Field | Type | Why it matters here |
|---|---|---|
| category_level_1–3 | string | Drives amenity-type filters (cafes, gyms, groceries, schools) |
| latitude / longitude | float | Powers walk-time and radius calculations from a listing |
| rating / review_count | numeric | Signals amenity quality, not just proximity |
| traffic_score / dwell_time | numeric | Adds a commercial-vitality signal to a neighborhood score |
A real estate search app queries the catalog around every listing's coordinates, surfaces the closest cafes, gyms, and grocery stores with ratings, and ships a "what's nearby" feature without maintaining its own POI database.